{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ed7d0620b65e43a29360df48beecd460",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Models:   0%|          | 0/8 [00:00<?, ?model/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "26aea46c20ac416889d7292ac86a83cc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "r1-0528/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3fb44c3f40154d93a0537208a8ee06c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "gemini-2.5-pro/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ca9bcb8baaa0446eb3cc242ee3c3a78b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "facts-14b-003/train:   0%|          | 0/276 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3daa82c66e51479d987d79dc3f1b91e2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "facts-14b-003/val:   0%|          | 0/276 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "622aaea6cf7244338254c0b2e6f651b3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "gpt-4o/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fe2e6f3f29bf4849a8a63414138c4b18",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sonnet-4/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c1e6d579f5664a9fa284c86102e2220f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "gpt-4o-mini/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "92d7df984fd4430599a1ae7edd4ae1b3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "grok-4/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "74eb05188fb040a99594deac7f728a0b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "grok-3/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import importlib\n",
    "import os\n",
    "\n",
    "import polars as pl\n",
    "from dotenv import load_dotenv\n",
    "\n",
    "import art.utils.benchmarking.charts\n",
    "from art.utils.benchmarking.charts import (\n",
    "    percentage_comparison_bar_chart,\n",
    "    training_progress_chart,\n",
    ")\n",
    "from art.utils.benchmarking.load_trajectories import load_trajectories\n",
    "from art.utils.benchmarking.types import BenchmarkModelKey\n",
    "from art.utils.get_repo_root_path import get_repo_root_path\n",
    "from art.utils.s3 import pull_model_from_s3\n",
    "\n",
    "importlib.reload(art.utils.benchmarking.charts)\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "project_name = \"just-the-facts\"\n",
    "\n",
    "PULL_MODELS = True\n",
    "if PULL_MODELS:\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"facts-14b-003\", project=project_name, exclude=[\"checkpoints\"]\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4o-mini\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4o\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4.1\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"grok-3\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"grok-4\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"sonnet-4\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gemini-2.5-pro\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"r1-0528\",\n",
    "        project=project_name,\n",
    "    )\n",
    "\n",
    "# await load_trajectories.bust_cache()\n",
    "df = await load_trajectories(\n",
    "    project_name=project_name,\n",
    "    models=[\n",
    "        \"facts-14b-003\",\n",
    "        \"gpt-4o-mini\",\n",
    "        \"gpt-4o\",\n",
    "        # \"gpt-4.1\",\n",
    "        \"grok-3\",\n",
    "        \"grok-4\",\n",
    "        \"sonnet-4\",\n",
    "        \"gemini-2.5-pro\",\n",
    "        \"r1-0528\",\n",
    "    ],\n",
    ")\n",
    "\n",
    "\n",
    "benchmarks_dir = f\"{get_repo_root_path()}/assets/benchmarks/{project_name}\"\n",
    "\n",
    "os.makedirs(benchmarks_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "orginal_df = df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import polars as pl\n",
    "\n",
    "df = df.filter(pl.col(\"step\") <= 250)\n",
    "chart_df = df.filter(pl.col(\"step\") % 10 == 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_graph = training_progress_chart(\n",
    "    chart_df,\n",
    "    \"reward\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"facts-14b-003\", \"facts-14b-003\", \"val\"),\n",
    "        BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "        BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        # BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"grok-3\", \"Grok-3\"),\n",
    "        BenchmarkModelKey(\"grok-4\", \"Grok-4\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"Gemini-2.5-pro\"),\n",
    "        BenchmarkModelKey(\"r1-0528\", \"R1-0528\"),\n",
    "    ],\n",
    "    title=\"Overall Performance\",\n",
    "    y_label=\"Total Reward\",\n",
    ")\n",
    "line_graph.savefig(f\"{benchmarks_dir}/accuracy-training-progress.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"reward\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"facts-14b-003\", \"facts-14b-003\", \"val\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        # BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"grok-3\", \"Grok-3\"),\n",
    "        BenchmarkModelKey(\"grok-4\", \"Grok-4\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"G 2.5-pro\"),\n",
    "        BenchmarkModelKey(\"r1-0528\", \"R1-0528\"),\n",
    "    ],\n",
    "    title=\"Overall Performance\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/accuracy-comparison.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"fact_recall\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"facts-14b-003\", \"facts-14b-003\", \"val\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        # BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"grok-3\", \"Grok-3\"),\n",
    "        BenchmarkModelKey(\"grok-4\", \"Grok-4\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"G 2.5-pro\"),\n",
    "        BenchmarkModelKey(\"r1-0528\", \"R1-0528\"),\n",
    "    ],\n",
    "    title=\"Fact Recall\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/includes-all-facts-comparison.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"hallucinated_facts\",\n",
    "    num_decimals=1,\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"facts-14b-003\", \"facts-14b-003\", \"val\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        # BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"grok-3\", \"Grok-3\"),\n",
    "        BenchmarkModelKey(\"grok-4\", \"Grok-4\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"Gemini-2.5-pro\"),\n",
    "        BenchmarkModelKey(\"r1-0528\", \"R1-0528\"),\n",
    "    ],\n",
    "    title=\"Hallucinated Facts\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/hallucinated-facts-comparison.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"conservative_bias\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"facts-14b-003\", \"facts-14b-003\", \"val\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        # BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"grok-3\", \"Grok-3\"),\n",
    "        BenchmarkModelKey(\"grok-4\", \"Grok-4\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"Gemini-2.5-pro\"),\n",
    "        BenchmarkModelKey(\"r1-0528\", \"R1-0528\"),\n",
    "    ],\n",
    "    title=\"Has Conservative Bias\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/has-conservative-bias-comparison.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"liberal_bias\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"facts-14b-003\", \"facts-14b-003\", \"val\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "        # BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        # BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"grok-3\", \"Grok-3\"),\n",
    "        BenchmarkModelKey(\"grok-4\", \"Grok-4\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"Gemini-2.5-pro\"),\n",
    "        BenchmarkModelKey(\"r1-0528\", \"R1-0528\"),\n",
    "    ],\n",
    "    title=\"Has Liberal Bias\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/has-liberal-bias-comparison.svg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
